{"id":"W4393079266","doi":"10.2139/ssrn.4769535","title":"Phosphorus, Eutrophication and the Importance of Scales: A Place-Based Transdisciplinary Analysis of Scalar Dynamics","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Eutrophication; Scalar (mathematics); Phosphorus; Dynamics (music); Environmental science; Sociology; Nutrient; Ecology; Chemistry; Mathematics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005240224,0.0002730955,0.0003631946,0.00093242,0.0003564884,0.001751793,0.0004852821,0.0005497812,0.001494597],"category_scores_gemma":[0.001731405,0.0001962492,0.0008427736,0.001107167,0.001372811,0.001653024,0.001544703,0.0004604119,0.00007965782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005198447,"about_ca_system_score_gemma":0.000401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00950164,"about_ca_topic_score_gemma":0.008090859,"domain_scores_codex":[0.9998865,0.00004338603,0.000004534387,0.00003123995,0.00001388932,0.0000204067],"domain_scores_gemma":[0.9993184,0.0003286032,0.0001321751,0.00004121653,0.00005698909,0.0001226309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0003507971,0.0001276553,0.3266888,0.0001751143,0.0007988191,0.0006871683,0.00166032,0.4401866,0.009926557,0.182357,0.0008449256,0.03619631],"study_design_scores_gemma":[0.00001881419,0.0001086,0.1737156,0.00002447548,0.0001775545,0.0001568364,0.002027892,0.7265866,0.0004403178,0.09561815,0.001084884,0.00004032278],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817442,0.0002355728,0.01611887,0.000220444,0.00000711749,0.000003864583,0.00007448087,0.00001035034,0.001585009],"genre_scores_gemma":[0.9983581,0.0001113069,0.00112237,0.000007601029,0.000005677305,0.000002338739,0.00002173579,0.000005643878,0.0003652424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00950164,"threshold_uncertainty_score":0.01889265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003794445862296314,"score_gpt":0.2173822039659706,"score_spread":0.2135877581036743,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}